Generalization bounds for label noise stochastic gradient descent

We develop generalization error bounds for stochastic gradient descent (SGD) with label noise in non-convex settings under uniform dissipativity and smoothness conditions. Under a suitable choice of semimetric, we establish a contraction in Wasserstein distance of the label noise stochastic gradient...

पूर्ण विवरण

ग्रंथसूची विवरण
मुख्य लेखकों: Huh, JE, Rebeschini, P
स्वरूप: Internet publication
भाषा:English
प्रकाशित: 2023